{"id":"W2600010289","doi":"10.4236/aim.2017.73017","title":"Mycobacteria Interspersed Repetitive Units-Variable Number of Tandem Repeat, Spoligotyping and Drug Resistance of Isolates from Pulmonary Tuberculosois Patients in Kenya","year":2017,"lang":"en","type":"article","venue":"Advances in Microbiology","topic":"Mycobacterium research and diagnosis","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"African Population and Health Research Center; International Development Research Centre","keywords":"Typing; Genotype; Biology; Drug resistance; Mycobacterium tuberculosis; Variable number tandem repeat; Pyrazinamide; Virology; Tandem repeat; Tuberculosis; Veterinary medicine; Genetics; Medicine; Rifampicin; Antibiotics; Gene","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003841943,0.0003579621,0.0002777099,0.0006120565,0.0005745671,0.0004656226,0.0002342394,0.0006198268,0.0009600812],"category_scores_gemma":[0.001643169,0.0004210915,0.0001866663,0.0004349581,0.0003613452,0.0003211499,0.000203219,0.000399,0.0002231907],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000414155,"about_ca_system_score_gemma":0.0002598263,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005076816,"about_ca_topic_score_gemma":0.007635396,"domain_scores_codex":[0.9996938,0.00008650917,0.00004106022,0.00005762044,0.00004420774,0.000076844],"domain_scores_gemma":[0.9995499,0.0001360476,0.0001544309,0.00001401422,0.00005374731,0.00009182133],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004388985,0.00008276649,0.9886016,0.00007055204,0.00002873487,0.001084734,0.0005460971,0.00005581871,0.006328359,0.00001761022,0.0001559325,0.002588955],"study_design_scores_gemma":[0.0000284354,0.0004008586,0.9936439,0.0000464357,0.00003508481,0.003473897,0.0006653269,0.0002114993,0.001116496,0.00001222556,0.0003579339,0.000007851194],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9993625,0.0003015301,0.00004582667,0.00002761269,0.000002644588,0.00001511592,0.00009631189,0.00000173514,0.0001467871],"genre_scores_gemma":[0.999431,0.000154427,0.0001634878,0.00003108263,0.000004076259,0.000008795666,0.0001339442,0.000001293163,0.00007191891],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005076816,"threshold_uncertainty_score":0.01009452,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007861669775139512,"score_gpt":0.2801142720924231,"score_spread":0.2722526023172836,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}